{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "520b1f0c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from testCases import *\n",
    "import sklearn\n",
    "import sklearn.datasets\n",
    "import sklearn.linear_model\n",
    "from planar_utils import plot_decision_boundary, sigmoid, load_planar_dataset, load_extra_datasets\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "np.random.seed(1) #设置一个固定的随机种子，以保证接下来的每次步骤中的结果是一致的。\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "806b2bbc",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 加载数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "314448bf",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "X,Y = load_planar_dataset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98ecfef0",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(2, 400)"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1d635c02",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 400)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "55c499a1",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x1faaf32d4c8>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[0,:],X[1,:],c = Y,s = 40, cmap=plt.cm.Spectral)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0233aba0",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "400\n"
     ]
    }
   ],
   "source": [
    "m = Y.shape[1]  # 训练集里面的数量\n",
    "print(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "536b0917",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 查看简单的Logistic回归的分类效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c442b5e4",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\sklearn\\utils\\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": "LogisticRegressionCV()"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = sklearn.linear_model.LogisticRegressionCV()\n",
    "clf.fit(X.T,Y.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "db1383d9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Logistic Regression')"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_decision_boundary(lambda x: clf.predict(x), X, Y) #绘制决策边界\n",
    "plt.title(\"Logistic Regression\") #图标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3aeddf4c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 1 1 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 1 0 0 0 0 1 0 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 0\n",
      " 1 0 1 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 1 0 1 1 1 0 1 1 1 1 0 1 1 1 0 1 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0 1 0 0 1 0 1 1 0 1\n",
      " 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 1 0 1 0 0\n",
      " 0 0 0 1 0 1 1 1 1 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 0 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 0 0 1 0]\n"
     ]
    }
   ],
   "source": [
    "LR_predictions  = clf.predict(X.T) #预测结果\n",
    "print(LR_predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f13a42bf",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "0.47"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#逻辑回归的准确性\n",
    "sklearn.metrics.accuracy_score(Y.T,LR_predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "407d5d30",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "准确性只有47%的原因是数据集不是线性可分的，所以逻辑回归表现不佳，现在我们正式开始构建神经网络。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2a94d9b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 搭建神经网络\n",
    "- 要搭建的神经网络模型如下图：\n",
    "![NNpic](./nnPic.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1e66a76d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#初始化每层节点数量\n",
    "def layer_sizes(X, Y, n_h = 4):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "     X - 输入数据集,维度为（输入的数量，训练/测试的数量）\n",
    "     Y - 标签，维度为（输出的数量，训练/测试数量）\n",
    "     n_h - 隐藏层节点数量\n",
    "    \n",
    "    返回：\n",
    "     n_x - 输入层的数量\n",
    "     n_h - 隐藏层的数量\n",
    "     n_y - 输出层的数量\n",
    "    \"\"\"\n",
    "    n_x = X.shape[0] #输入层\n",
    "    n_h = n_h#，隐藏层\n",
    "    n_y = Y.shape[0] #输出层\n",
    "    \n",
    "    return (n_x,n_h,n_y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cf88f6d7",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#初始化每层参数\n",
    "def initialize_parameters( n_x , n_h ,n_y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        n_x - 输入层节点的数量\n",
    "        n_h - 隐藏层节点的数量\n",
    "        n_y - 输出层节点的数量\n",
    "    \n",
    "    返回：\n",
    "        parameters - 包含参数的字典：\n",
    "            W1 - 权重矩阵,维度为（n_h，n_x）\n",
    "            b1 - 偏向量，维度为（n_h，1）\n",
    "            W2 - 权重矩阵，维度为（n_y，n_h）\n",
    "            b2 - 偏向量，维度为（n_y，1）\n",
    "\n",
    "    \"\"\"\n",
    "    #Please add something\n",
    "\n",
    "    np.random.seed(2) #指定一个随机种子\n",
    "    W1 = np.random.randn(n_h,n_x) * 0.01\n",
    "    b1 = np.zeros(shape=(n_h, 1))\n",
    "    W2 = np.random.randn(n_y,n_h) * 0.01\n",
    "    b2 = np.zeros(shape=(n_y, 1))\n",
    "\n",
    "    #使用断言确保数据格式正确\n",
    "    assert(W1.shape == ( n_h , n_x ))\n",
    "    assert(b1.shape == ( n_h , 1 ))\n",
    "    assert(W2.shape == ( n_y , n_h ))\n",
    "    assert(b2.shape == ( n_y , 1 ))\n",
    "\n",
    "    parameters = {\"W1\" : W1,\n",
    "                  \"b1\" : b1,\n",
    "                  \"W2\" : W2,\n",
    "                  \"b2\" :b2}\n",
    "\n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fee244f2",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# from functools import cache\n",
    "\n",
    "\n",
    "#前向传播\n",
    "def forward_propagation( X , parameters ):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "         X - 维度为（n_x，m）的输入数据。\n",
    "         parameters - 初始化函数（initialize_parameters）的输出\n",
    "    \n",
    "    返回：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型变量\n",
    "     \"\"\"\n",
    "    #Please add something\n",
    "\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    #前向传播计算A2\n",
    "    Z1 = np.dot(W1 , X) + b1\n",
    "    A1 = np.tanh(Z1)\n",
    "    Z2 = np.dot(W2 , A1) + b2\n",
    "    A2 = sigmoid(Z2)\n",
    "     #使用断言确保数据格式正确\n",
    "    assert(A2.shape == (1,X.shape[1]))\n",
    "    cache = {\"Z1\": Z1,\n",
    "             \"A1\": A1,\n",
    "             \"Z2\": Z2,\n",
    "             \"A2\": A2}\n",
    "    return A2, cache\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0099fe1b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 计算交叉熵成本，\n",
    "def compute_cost(A2,Y,parameters):\n",
    "    \"\"\"\n",
    "    计算交叉熵成本，\n",
    "    \n",
    "    参数：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         Y - \"True\"标签向量,维度为（1，数量）\n",
    "    \n",
    "    返回：\n",
    "         成本 - 交叉熵成本\n",
    "    \"\"\"\n",
    "    #Please add something\n",
    "    m = Y.shape[1]\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "\n",
    "    #计算成本\n",
    "    logprobs = logprobs = np.multiply(np.log(A2), Y) + np.multiply((1 - Y), np.log(1 - A2))\n",
    "    cost = - np.sum(logprobs) / m\n",
    "    cost = float(np.squeeze(cost))\n",
    "    assert(isinstance(cost,float))\n",
    "\n",
    "    return cost\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cd29e5e",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "向后传播六个方程\n",
    "![backpropgation](./gradientDescent.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "63975a8b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 反向传播\n",
    "def backward_propagation(parameters,cache,X,Y):\n",
    "    \"\"\"\n",
    "    使用上述说明搭建反向传播函数。\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含我们的参数的一个字典类型的变量。\n",
    "     cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型的变量。\n",
    "     X - 输入数据，维度为（2，数量）\n",
    "     Y - “True”标签，维度为（1，数量）\n",
    "    \n",
    "    返回：\n",
    "     grads - 包含W和b的导数一个字典类型的变量。\n",
    "    \"\"\"\n",
    "    #Please add something\n",
    "    m = X.shape[1]\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    A1 = cache[\"A1\"]\n",
    "    A2 = cache[\"A2\"]\n",
    "\n",
    "    dZ2= A2 - Y\n",
    "    dW2 = (1 / m) * np.dot(dZ2, A1.T)\n",
    "    db2 = (1 / m) * np.sum(dZ2, axis=1, keepdims=True)\n",
    "    dZ1 = np.multiply(np.dot(W2.T, dZ2), 1 - np.power(A1, 2))\n",
    "    dW1 = (1 / m) * np.dot(dZ1, X.T)\n",
    "    db1 = (1 / m) * np.sum(dZ1, axis=1, keepdims=True)\n",
    "    grads = {\"dW1\": dW1,\n",
    "             \"db1\": db1,\n",
    "             \"dW2\": dW2,\n",
    "             \"db2\": db2 }\n",
    "\n",
    "    return grads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9f99fc65",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 更新参数\n",
    "def update_parameters(parameters,grads,learning_rate=0.1):\n",
    "    \"\"\"\n",
    "    使用上面给出的梯度下降更新规则更新参数\n",
    "    \n",
    "    参数：\n",
    "     parameters - 包含参数的字典类型的变量。\n",
    "     grads - 包含导数值的字典类型的变量。\n",
    "     learning_rate - 学习速率\n",
    "    \n",
    "    返回：\n",
    "     parameters - 包含更新参数的字典类型的变量。\n",
    "    \"\"\"\n",
    "    #Please add something\n",
    "    W1,W2 = parameters[\"W1\"],parameters[\"W2\"]\n",
    "    b1,b2 = parameters[\"b1\"],parameters[\"b2\"]\n",
    "\n",
    "    dW1,dW2 = grads[\"dW1\"],grads[\"dW2\"]\n",
    "    db1,db2 = grads[\"db1\"],grads[\"db2\"]\n",
    "\n",
    "    W1 = W1 - learning_rate * dW1\n",
    "    b1 = b1 - learning_rate * db1\n",
    "    W2 = W2 - learning_rate * dW2\n",
    "    b2 = b2 - learning_rate * db2\n",
    "\n",
    "    parameters = {\"W1\": W1,\n",
    "                  \"b1\": b1,\n",
    "                  \"W2\": W2,\n",
    "                  \"b2\": b2}\n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "# 整合模型\n",
    "def nn_model(X,Y,n_h,num_iterations,print_cost=False):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        X - 数据集,维度为（2，示例数）\n",
    "        Y - 标签，维度为（1，示例数）\n",
    "        n_h - 隐藏层的数量\n",
    "        num_iterations - 梯度下降循环中的迭代次数\n",
    "        print_cost - 如果为True，则每1000次迭代打印一次成本数值\n",
    "    \n",
    "    返回：\n",
    "        parameters - 模型学习的参数，它们可以用来进行预测。\n",
    "     \"\"\"\n",
    "     \n",
    "    #Please add something\n",
    "    np.random.seed(3)  # 指定随机种子\n",
    "    n_x = layer_sizes(X, Y)[0]\n",
    "    n_y = layer_sizes(X, Y)[2]\n",
    "\n",
    "    parameters = initialize_parameters(n_x, n_h, n_y)\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "\n",
    "    for i in range(num_iterations):\n",
    "        A2, cache = forward_propagation(X, parameters)\n",
    "        cost = compute_cost(A2, Y, parameters)\n",
    "        grads = backward_propagation(parameters, cache, X, Y)\n",
    "        parameters = update_parameters(parameters, grads, learning_rate=0.5)\n",
    "\n",
    "        if print_cost:\n",
    "            if i % 1000 == 0:\n",
    "                print(\"第 \", i, \" 次循环，成本为：\" + str(cost))\n",
    "    \n",
    "    return parameters"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "23fbf4c5",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 模型预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "93752be3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def predict(parameters,X):\n",
    "    \"\"\"\n",
    "    使用学习的参数，为X中的每个示例预测一个类\n",
    "    \n",
    "    参数：\n",
    "        parameters - 包含参数的字典类型的变量。\n",
    "        X - 输入数据（n_x，m）\n",
    "    \n",
    "    返回\n",
    "        predictions - 模型预测的向量（红色：0 /蓝色：1）\n",
    "     \n",
    "     \"\"\"\n",
    "    A2,cache = forward_propagation(X,parameters)\n",
    "    predictions = np.round(cache[\"A2\"])\n",
    "    \n",
    "    return predictions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "92654d1d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "X,Y = load_planar_dataset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7270c999",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第  0  次循环，成本为：0.6930480201239823\n",
      "第  1000  次循环，成本为：0.3098018601352803\n",
      "第  2000  次循环，成本为：0.2924326333792647\n",
      "第  3000  次循环，成本为：0.28334928526474124\n",
      "第  4000  次循环，成本为：0.27678077562979253\n",
      "第  5000  次循环，成本为：0.2634715508859358\n",
      "第  6000  次循环，成本为：0.24204413129940788\n",
      "第  7000  次循环，成本为：0.23552486626608776\n",
      "第  8000  次循环，成本为：0.2314096450985428\n",
      "第  9000  次循环，成本为：0.2284640804835237\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = nn_model(X, Y, n_h = 4, num_iterations=10000, print_cost=True)\n",
    "\n",
    "#绘制边界\n",
    "plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y)\n",
    "plt.title(\"Decision Boundary for hidden layer size \" + str(4))\n",
    "\n",
    "predictions = predict(parameters, X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b1fc2e6c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "{'W1': array([[ 0.01870858, -8.21043902],\n        [-7.39858159,  2.47925859],\n        [-7.30446223, -8.66499686],\n        [ 7.26595481, -8.01577042]]),\n 'b1': array([[-0.06509077],\n        [-0.37092948],\n        [-0.07460722],\n        [ 0.06291628]]),\n 'W2': array([[-8.96576719,  2.90911475,  4.96719744,  8.17404923]]),\n 'b2': array([[-0.04588772]])}"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "296a1b66",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 400)\n"
     ]
    }
   ],
   "source": [
    "print(predictions.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "590e7792",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "准确率: 90.5 %\n"
     ]
    }
   ],
   "source": [
    "acc = sklearn.metrics.accuracy_score(predictions.T,Y.T)\n",
    "print ('准确率: ' + str(acc * 100) , '%')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c7f7e1f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 更改隐藏层节点数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "89dfb52e",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "隐藏层的节点数量： 1  ，准确率: 67.5 %\n",
      "隐藏层的节点数量： 2  ，准确率: 67.0 %\n",
      "隐藏层的节点数量： 3  ，准确率: 91.5 %\n",
      "隐藏层的节点数量： 4  ，准确率: 91.5 %\n",
      "隐藏层的节点数量： 5  ，准确率: 91.5 %\n",
      "隐藏层的节点数量： 20  ，准确率: 93.75 %\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1152x2304 with 6 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 32))\n",
    "hidden_layer_sizes = [1, 2, 3, 4, 5, 20] #隐藏层数量\n",
    "for i, n_h in enumerate(hidden_layer_sizes):\n",
    "    plt.subplot(5, 2, i + 1)\n",
    "    plt.title('Hidden Layer of size %d' % n_h)\n",
    "    parameters = nn_model(X, Y, n_h, num_iterations=50000)\n",
    "    plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y)\n",
    "    predictions = predict(parameters, X)\n",
    "    accuracy = sklearn.metrics.accuracy_score(predictions.T,Y.T)*100\n",
    "    print (\"隐藏层的节点数量： {}  ，准确率: {} %\".format(n_h, accuracy))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9e0af535",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}